Visual Tracking

Visual Tracking is an essential and actively researched problem in the field of computer vision with various real-world applications such as robotic services, smart surveillance systems, autonomous driving, and human-computer interaction. It refers to the automatic estimation of the trajectory of an arbitrary target object, usually specified by a bounding box in the first frame, as it moves around in subsequent video frames.

Source: Learning Reinforced Attentional Representation for End-to-End Visual Tracking

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 226–250 of 525 papers

Title	Date	Tasks	Status	Hype
Efficient Adversarial Attacks for Visual Object Tracking	Aug 1, 2020	GPUObject	—Unverified	0
Unsupervised Deep Representation Learning for Real-Time Tracking	Jul 22, 2020	Representation LearningVisual Tracking	CodeCode Available	1
Scale Equivariance Improves Siamese Tracking	Jul 17, 2020	Object TrackingTranslation	CodeCode Available	1
Visual Tracking by TridentAlign and Context Embedding	Jul 14, 2020	Region ProposalVisual Tracking	CodeCode Available	1
Tracking-by-Trackers with a Distilled and Reinforced Model	Jul 8, 2020	Knowledge DistillationObject Tracking	CodeCode Available	1
Alpha-Refine: Boosting Tracking Performance by Precise Bounding Box Estimation	Jul 4, 2020	Visual Tracking	CodeCode Available	1
Accurate Bounding-box Regression with Distance-IoU Loss for Visual Tracking	Jul 3, 2020	regressionVisual Tracking	—Unverified	0
The Heterogeneity Hypothesis: Finding Layer-Wise Differentiated Network Architectures	Jun 29, 2020	image-classificationImage Classification	CodeCode Available	1
Exemplar Loss for Siamese Network in Visual Tracking	Jun 20, 2020	TripletVisual Tracking	—Unverified	0
Cascaded Regression Tracking: Towards Online Hard Distractor Discrimination	Jun 18, 2020	regressionVisual Tracking	—Unverified	0
Deep Convolutional Likelihood Particle Filter for Visual Tracking	Jun 11, 2020	Visual Tracking	—Unverified	0
Variational Inference and Learning of Piecewise-linear Dynamical Systems	Jun 2, 2020	Head Pose EstimationModel Selection	—Unverified	0
TLPG-Tracker: Joint Learning of Target Localization and Proposal Generation for Visual Tracking.	Jun 1, 2020	Visual Tracking	—Unverified	0
One-Shot Adversarial Attacks on Visual Tracking With Dual Attention	Jun 1, 2020	Adversarial AttackObject	—Unverified	0
Correlation-Guided Attention for Corner Detection Based Visual Tracking	Jun 1, 2020	Visual Tracking	—Unverified	0
Robust Visual Object Tracking with Two-Stream Residual Convolutional Networks	May 13, 2020	Object TrackingVisual Object Tracking	—Unverified	0
How to Train Your Energy-Based Model for Regression	May 4, 2020	object-detectionObject Detection	CodeCode Available	1
Derivation of a Constant Velocity Motion Model for Visual Tracking	May 2, 2020	Object TrackingVisual Tracking	—Unverified	0
Fully Convolutional Online Tracking	Apr 15, 2020	Real-Time Visual Trackingregression	CodeCode Available	1
Distilling Localization for Self-Supervised Representation Learning	Apr 14, 2020	ColorizationContrastive Learning	—Unverified	0
Beyond Background-Aware Correlation Filters: Adaptive Context Modeling by Hand-Crafted and Deep RGB Features for Visual Tracking	Apr 6, 2020	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
Efficient Scale Estimation Methods using Lightweight Deep Convolutional Neural Networks for Visual Tracking	Apr 6, 2020	Computational EfficiencyVisual Tracking	—Unverified	0
Effective Fusion of Deep Multitasking Representations for Robust Visual Tracking	Apr 3, 2020	Object TrackingSemantic Segmentation	—Unverified	0
High-Performance Long-Term Tracking with Meta-Updater	Apr 1, 2020	Visual Object TrackingVisual Tracking	CodeCode Available	1
Progressive Multi-Stage Learning for Discriminative Tracking	Apr 1, 2020	Visual Tracking	—Unverified	0

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All datasets TNL2K DAVIS Kinetics Kubric RGB-Stacking LaSOT OTB-100 OTB-2013 Second dialogue state tracking challenge TrackingNet

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ARTrack-L	AUC	60.3	—	Unverified
2	UNINEXT-H	AUC	59.3	—	Unverified
3	JointNLT	AUC	56.9	—	Unverified
4	OSTrack	AUC	55.9	—	Unverified
5	TransT	AUC	50.7	—	Unverified
6	AdaSwitcher	AUC	42	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TAPIR (Panning MOVi-E)	Average Jaccard	61.3	—	Unverified
2	TAPIR (MOVi-E)	Average Jaccard	59.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TAPIR (Panning MOVi-E)	Average Jaccard	57.2	—	Unverified
2	TAPIR (MOVi-E)	Average Jaccard	57.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TAPIR (Panning MOVi-E)	Average Jaccard	84.7	—	Unverified
2	TAPIR (MOVi-E)	Average Jaccard	84.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TAPIR (MOVi-E)	Average Jaccard	66.2	—	Unverified
2	TAPIR (Panning MOVi-E)	Average Jaccard	62.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TATrack-L	AUC	71.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SiamFC-lu (Ours)	AUC	0.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SiamFC-lu (Ours)	AUC	0.66	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MDNet	Score	0.64	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TATrack-L	ACCURACY	0.85	—	Unverified